doi:10.1145/3447772ACM Computing Surveys · 2021

Knowledge Graphs

Aidan Hogan, Eva Blomqvist, Michael Cochez, Claudia d’Amato, Gerard de Melo, Claudio Gutiérrez, Sabrina Kirrane, José Emilio Labra Gayo, Roberto Navigli A, Sebastian Neumaier and 8 more

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Published: 2021-07-02
Venue: ACM Computing Surveys, vol. 54, no. 4, pp. 1-37
Cited by: 2,108
Open access: Yes, bronze
DOI: 10.1145/3447772

Abstract

In this article, we provide a comprehensive introduction to knowledge graphs, which have recently garnered significant attention from both industry and academia in scenarios that require exploiting diverse, dynamic, large-scale collections of data. After some opening remarks, we motivate and contrast various graph-based data models, as well as languages used to query and validate knowledge graphs. We explain how knowledge can be represented and extracted using a combination of deductive and inductive techniques. We conclude with high-level future research directions for knowledge graphs.

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APA 7: Hogan, A., Blomqvist, E., Cochez, M., d’Amato, C., Melo, G. D., Gutiérrez, C., Kirrane, S., Gayo, J. E. L., A, R. N., Neumaier, S., Ngomo, A.-C. N., Polleres, A., Rashid, S. M., Rula, A., Schmelzeisen, L., Sequeda, J., Staab, S., & Zimmermann, A. (2021). Knowledge Graphs. ACM Computing Surveys, 54(4), 1–37. https://doi.org/10.1145/3447772
MLA 9: Hogan, Aidan, et al. "Knowledge Graphs." ACM Computing Surveys, vol. 54, no. 4, 2021, pp. 1–37, https://doi.org/10.1145/3447772.
Chicago: Hogan, Aidan, Eva Blomqvist, Michael Cochez, Claudia d’Amato, Gerard de Melo, Claudio Gutiérrez, Sabrina Kirrane, et al. "Knowledge Graphs." ACM Computing Surveys 54, no. 4 (2021): 1–37. https://doi.org/10.1145/3447772.
GOST: Hogan A., Blomqvist E., Cochez M. [и др.] Knowledge Graphs // ACM Computing Surveys. — 2021. — Vol. 54, № 4. — P. 1–37. — URL: https://doi.org/10.1145/3447772
BibTeX: @article{hogan2021knowledge, title = {{Knowledge Graphs}}, author = {Aidan Hogan and Eva Blomqvist and Michael Cochez and Claudia d’Amato and Gerard de Melo and Claudio Gutiérrez and Sabrina Kirrane and José Emilio Labra Gayo and Roberto Navigli A and Sebastian Neumaier and Axel-Cyrille Ngonga Ngomo and Axel Polleres and Sabbir M. Rashid and Anisa Rula and Lukas Schmelzeisen and Juan Sequeda and Steffen Staab and Antoine Zimmermann}, journal = {ACM Computing Surveys}, year = {2021}, volume = {54}, number = {4}, pages = {1--37}, doi = {10.1145/3447772}, url = {https://doi.org/10.1145/3447772} }
RIS: TY - JOUR AU - Hogan, Aidan AU - Blomqvist, Eva AU - Cochez, Michael AU - d’Amato, Claudia AU - Melo, Gerard de AU - Gutiérrez, Claudio AU - Kirrane, Sabrina AU - Gayo, José Emilio Labra AU - A, Roberto Navigli AU - Neumaier, Sebastian AU - Ngomo, Axel-Cyrille Ngonga AU - Polleres, Axel AU - Rashid, Sabbir M. AU - Rula, Anisa AU - Schmelzeisen, Lukas AU - Sequeda, Juan AU - Staab, Steffen AU - Zimmermann, Antoine TI - Knowledge Graphs JO - ACM Computing Surveys VL - 54 IS - 4 SP - 1 EP - 37 PY - 2021 DA - 2021/07/02 DO - 10.1145/3447772 UR - https://doi.org/10.1145/3447772 ER -

Knowledge Graphs

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